Data quality · sample-quality
Sample Quality Screen
Screens delivery delay, sampling temperature, flush volume and contextual completeness.
Where to use
Screens delivery delay, sampling temperature, flush volume and contextual completeness.
Methodology
Normalizes submitted data, calculates derived indicators and applies transparent warning rules.
Console version
SampleQuality.exe input.csv output.json
CSV header: delay_days,sample_temp,flush_ml,context_completeness
Limitations
This screening result does not replace manufacturer requirements, an accredited laboratory report or engineering diagnostics. Limits must be configured for the engine, lubricant, method and asset history.